[nltk_data] Downloading package stopwords to /root/nltk_data...
[nltk_data]   Package stopwords is already up-to-date!

Rewards Analytics and Distribution Dashboard for Quantification Review¶

This document processes the outputs of the praise reward system and performs an analysis of the resulting token reward distribution.

Out[6]:

Distribution report for round-7

  • This period covers praise given between 2021-12-27 and 2022-01-30.
  • We allocated a total of 4154 TEC tokens for rewards.
  • Duplicate praise received a weighting of 0.1 the value of the original praise.
  • We assigned 4 quantifiers per praise instance.
  • Praise receiver names were not hidden behind pseudonyms during quantification

Praise Data Visualization¶

Rating distribution¶

Since praise gets valued on a scale, we can take a look at how often each value of the scale gets assigned by quantifiers. Note: This metric disregards scores of praise marked as a duplicate, since the score of the original is already being taken into account.

Top 10 highest rated contributions¶

The ten highest rated contributions for this round were the following:

Out[9]:
Avg. score To Reason
78.67 Vyvy-vi#5040 for being our bot & data guru that we can always reach out to for meaningful information and problem solving
77.67 Vyvy-vi#5040 for the incredible work getting our Discord onboarding experience upgraded and in god mode
74.5 VitorNunes#0090 for all the work that they’re doing to make sure we have a safe launch, finding all the intricacies that we have to deal with for the launch
73.7 VitorNunes#0090 for the epic work around the Hatch, the ABC, EVM-Crispr, and the CU
72.0 divine_comedian#5493 for gathering 30 quantifiers and organizing them for the first quant
68.17 Vyvy-vi#5040 for the incredible work he's been doing with the praise bot. He reaches a level of details that no one else would have bothered to look into, and this just makes all the difference!
68.0 sem(🌸,🐝)#0161 for painstakingly going through all the parameters and everything to get the Commons Upgrade to happen without any issues; everything’s launched now so major praise to these heroes
66.33 sem(🌸,🐝)#0161 for the backend work you’ve been doing around the CU
66.33 Vyvy-vi#5040 for all the work they’ve put into the Rewards System initiative because not just the TEC but a dozen other DAOs will be benefitted by this
63.5 divine_comedian#5493 for all the progress they’ve had with the Rewards System dashboard and with the whole WG as whole

Praise Reward Distribution¶

We can now take a look at the distribution of the received praise rewards. You can toggle the inclusion of the different sources by clicking on the legend.

Praise Giving Distribution¶

We can also take a look at the amount of praise different users gave.

Praise Flows¶

Now for something more fun: let's surface the top "praise flows" from the data. Thanks to @inventandchill for this awesome visualization! On one side we have the top 15 praise givers separately, on the other the top 25 receivers. The people outside the selection get aggregated into the "REST FROM" and "REST TO" categories.

Out[13]:

Quantifier Data¶

Now let's take a closer look at the quantification process and the quantifiers:

Praise Outliers¶

To aid the revision process, we highlight disagreements between quantifiers.

Outliers sort by spreads¶

This graphic visualizes controversial praise ratings by sorting them by the "spread" between the highest and lowest received score.

Please keep in mind that this is a visual aid. If there are several praise instances with similar spread and quant score, all but one end up "hidden" on the chart. For an exhaustive list, take a look at the exported file "praise_outliers.csv" .

Praise score by quantifier -- outliers among the quantifiers?¶

Let's see how different quantifiers behaved by showing the range of praise scores they gave.

To interpret the box plot:

  • Bottom horizontal line of box plot is minimum value

  • First horizontal line of rectangle shape of box plot is First quartile or 25%

  • Second horizontal line of rectangle shape of box plot is Second quartile or 50% or median.

  • Third horizontal line of rectangle shape of box plot is third quartile or 75%

  • Top horizontal line of rectangle shape of box plot is maximum value.

Score displacement: tendency to under/over-scoring?¶

Scoring correlation: how similiar am I scoring with others?¶

Agreement on duplication¶

Out[22]:

Among 1714 praises, 423 (24.44%) do not agree on duplication

Praise instances with disagreements in duplication are collected in 'results/duplication_examination.csv'. To compare, look at the last 4 columns: 'DUPLICATE MSG 1/2/3' and 'ORIGINAL MSG'.

Agreement on dismissal¶

Out[25]:

Among 1714 praises, 255 (14.73%) do not agree on dismissal

Praise instances with disagreements in dismissal are collected in'results/dismissal_disaggreed.csv'. You can further look into who dismissed and who did not.